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Freddy Insights bundles forecasting, anomaly detection, and topic clustering on top of Freshdesk and Freshservice data. The dashboards are well-designed. The actionable use is rarely documented.

The four signals to act on

  1. Volume forecast for staffing
  2. Anomaly alerts on category-level spikes
  3. Topic emergence (new clusters in last 7 days)
  4. Agent productivity trend deltas

Volume forecast → staffing

Use the 14-day forecast to set this fortnight’s shift schedule. The forecast is most accurate at the queue level, not the global level. Pull forecasts per group:

GET /api/v2/freddy/forecast?group_id=12&horizon_days=14
Response: predicted_volume per day, with confidence interval

If predicted volume exceeds capacity by 20% on a given day, schedule an extra agent or activate weekend coverage.

Anomaly alerts → triage queue

A spike in “login issues” tickets is a signal of an outage, marketing campaign, or auth provider issue. Wire anomaly alerts to a Slack channel monitored by your on-call.

// Anomaly webhook payload
{
  "category": "login_issues",
  "expected_count": 12,
  "actual_count": 47,
  "z_score": 3.4,
  "window": "last_60min"
}

Topic emergence → product feedback loop

The topic clustering identifies new themes. Send the weekly “new topics” summary to product management. Distinguish noise (one customer using unusual phrasing) from signal (multiple unrelated customers reporting the same issue).

Agent productivity → coaching, not ranking

Trend deltas show whether an agent is improving or regressing on resolution time, CSAT, and reopen rate. Use these for one-on-ones, never for public leaderboards. Surveillance theater destroys trust.

What to ignore

  • Vanity charts of “AI suggestions accepted”
  • Ticket count without context
  • Single-day spikes below z-score 2

Tying Insights to OKRs

Pick two Insights signals per quarter that map to your team OKRs. Forecast accuracy and anomaly response time make good operational OKRs.

What to do this week

Wire anomaly alerts to your on-call channel, schedule the weekly topic-emergence email to PM, and pick the two Insights signals that will show up in next quarter’s OKR review.

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